Consistency-based search in feature selection

From MaRDI portal
Publication:814528

DOI10.1016/S0004-3702(03)00079-1zbMath1082.68791MaRDI QIDQ814528

Huan Liu, Manoranjan Dash

Publication date: 7 February 2006

Published in: Artificial Intelligence (Search for Journal in Brave)




Related Items (49)

Positive macroscopic approximation for fast attribute reductionMarkov blanket-embedded genetic algorithm for gene selectionA hybrid feature selection scheme for mixed attributes dataTest-cost-sensitive attribute reduction on heterogeneous data for adaptive neighborhood modelVariable selection in classification model via quadratic programmingImproved general attribute reduction algorithmsNEC: a nested equivalence class-based dependency calculation approach for fast feature selection using rough set theorySubspace learning for unsupervised feature selection via matrix factorizationFeature selection in mixed data: a method using a novel fuzzy rough set-based information entropyFeature selection using rough set-based direct dependency calculation by avoiding the positive regionFast attribute reduction via inconsistent equivalence classes for large-scale dataUnsupervised attribute reduction for mixed data based on fuzzy rough setsEfficient feature selection based on correlation measure between continuous and discrete featuresDouble-local rough sets for efficient data miningDynamic and Discernibility Characteristics of Different Attribute Reduction CriteriaOnline streaming feature selection using rough setsUncertainty learning of rough set-based prediction under a holistic frameworkBi-directional adaptive neighborhood rough sets based attribute subset selectionInconsistency guided robust attribute reductionOn resilient feature selection: computational foundations of \(r\)-\(\mathbb{C} \)-reductsAn adaptive heuristic for feature selection based on complementarityA hybrid feature selection method based on rough conditional mutual information and naive Bayesian classifierNeighborhood rough set based heterogeneous feature subset selectionParallel attribute reduction algorithms using MapReduceQuick general reduction algorithms for inconsistent decision tablesBidirectional heuristic attribute reduction based on conflict regionAttribute reduction based on \(k\)-nearest neighborhood rough setsA systematic study on attribute reduction with rough sets based on general binary relationsHybrid approaches to attribute reduction based on indiscernibility and discernibility relationGaussian kernel based fuzzy rough sets: model, uncertainty measures and applicationsGeneralized feature similarity measureAn efficient accelerator for attribute reduction from incomplete data in rough set frameworkA classifier based on rough set and relevance vector machine for disease diagnosisPositive approximation: an accelerator for attribute reduction in rough set theoryInduction of ordinal classification rules from decision tables with unknown monotonicityQuick attribute reduct algorithm for neighborhood rough set modelHybrid attribute reduction based on a novel fuzzy-rough model and information granulationAn incremental approach to obtaining attribute reduction for dynamic decision systemsAn efficient semi-supervised representatives feature selection algorithm based on information theoryFeature selection for classification through population random search with memoryMulti-granulation entropy and its applicationsFeature Selection Using Single/Multi-Objective Memetic FrameworksRough Sets and Evolutionary Computation to Solve the Feature Selection ProblemFeature selection with dynamic mutual informationA problem-specific non-dominated sorting genetic algorithm for supervised feature selectionManifold Based Data Refinement for Biological AnalysisA Novel Approach to Feature Selection Based on Quality Estimation MetricsSet-based granular computing: a lattice modelUpdating attribute reduction in incomplete decision systems with the variation of attribute set


Uses Software


Cites Work


This page was built for publication: Consistency-based search in feature selection